Supported files and codes for the course
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By: Jiawei Han, Micheline Kamber and Jian Pei The Book Slides can be find here
- Loading data into R
- Basic Statistical Descriptions of Data
- Advanced_Data Visualization: ggplot2
- Advanced_Data Visualization: plotly
- Measuring Data Similarity and Dissimilarity
- Data Cleaning
- Data Integration
- PCA for Data Reduction(Digit Recognition Example)
- Data Transformation
- Partitioning Methods(K-means, K-medoid)
- Hierarchical Clustering (Agglomerative, Divisive)
- DBSCAN: density-based clustering
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